{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9e5137e4",
   "metadata": {},
   "source": [
    "# 1.请求数据准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0737db52",
   "metadata": {},
   "outputs": [],
   "source": [
    "# header\n",
    "import liepindata\n",
    "headers = liepindata.headers()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "850414ee",
   "metadata": {},
   "source": [
    "* 备注\n",
    "> 1.城市：‘全国’，‘上海’            \n",
    "> 2.关键词：不限制               \n",
    "> 3.工作经验：“应届生”，‘实习生’，‘1年以内’，‘3-5年’          \n",
    "> 4.公司规模：1-49人，50-99人，100-499人，500-999人，1000-2000人，2000-5000人，5000-10000人，10000以上"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "61e57cf6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'data': {'mainSearchPcConditionForm': {'city': '050090',\n",
       "   'dq': '050090',\n",
       "   'pubTime': '',\n",
       "   'currentPage': '0',\n",
       "   'pageSize': 40,\n",
       "   'key': '数据分析师',\n",
       "   'suggestTag': '',\n",
       "   'workYearCode': None,\n",
       "   'compId': '',\n",
       "   'compName': '',\n",
       "   'compTag': '',\n",
       "   'industry': '',\n",
       "   'salary': '',\n",
       "   'jobKind': '',\n",
       "   'compScale': None,\n",
       "   'compKind': '',\n",
       "   'compStage': '',\n",
       "   'eduLevel': ''},\n",
       "  'passThroughForm': {'scene': 'condition',\n",
       "   'skId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'fkId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'ckId': 'y2jy1uvl2gar8xipyemg77rijoomop78',\n",
       "   'suggest': None}}}"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# payload\n",
    "payload = liepindata.request_payload(城市=\"深圳\",关键词=\"数据分析师\",工作经验=\"\",公司规模=\"\")\n",
    "payload"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "793a31b5",
   "metadata": {},
   "source": [
    "# 2. 指定数据抓取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "25b795af",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "from requests_html import HTMLSession\n",
    "\n",
    "session = HTMLSession()\n",
    "r = session.post(\n",
    "            url = 'https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job',\n",
    "            data = json.dumps(payload), # POST请求带的参数\n",
    "            headers = headers    # 模拟真实用户\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0e7748be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'jobCardList': [{'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2261929695%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '54d1e75e712eb4f6b84c1f4701a.gif',\n",
       "      'recruiterName': '韩女士',\n",
       "      'recruiterTitle': '人力资源经理',\n",
       "      'recruiterId': '28319a1a792af5e4e10569feacfe7341',\n",
       "      'chatted': False,\n",
       "      'imId': '2618936fa5f33a0a78f5885b11a76839',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '基金/证券/期货',\n",
       "      'compLogo': '6243bf031efcd505c613008005u.png',\n",
       "      'compId': 4699274,\n",
       "      'compName': '信达澳亚',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/4699274/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"28319a1a792af5e4e10569feacfe7341\",\"jobId\":\"61929695\",\"recruiterPhoto\":\"54d1e75e712eb4f6b84c1f4701a.gif\",\"recruiterName\":\"韩女士\",\"imId\":\"2618936fa5f33a0a78f5885b11a76839\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['数据开发', 'SQL'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '61929695',\n",
       "      'title': '数据工程师',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=0',\n",
       "      'advViewFlag': True,\n",
       "      'refreshTime': '20231020153148',\n",
       "      'salary': '薪资面议',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': True,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '硕士',\n",
       "      'link': 'https://www.liepin.com/job/1961929695.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2261516277%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5b6910c38e50c3de4baab3e104a.jpg',\n",
       "      'recruiterName': '蒋女士',\n",
       "      'recruiterTitle': '大客户经理',\n",
       "      'recruiterId': 'dca54a7199af1037d60771cfc23c9e55',\n",
       "      'chatted': False,\n",
       "      'imId': 'e3f2db277346f4ed6042c177f0a1d2b1',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '人力资源服务',\n",
       "      'compLogo': '5c4970d4509919607f6b701f06u.png',\n",
       "      'compId': 1790705,\n",
       "      'compName': 'Michael Page',\n",
       "      'compScale': '5000-10000人',\n",
       "      'link': 'https://www.liepin.com/company/1790705/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"dca54a7199af1037d60771cfc23c9e55\",\"jobId\":\"61516277\",\"recruiterPhoto\":\"5b6910c38e50c3de4baab3e104a.jpg\",\"recruiterName\":\"蒋女士\",\"imId\":\"e3f2db277346f4ed6042c177f0a1d2b1\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['数据分析', '数据收集', '数据采集'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '61516277',\n",
       "      'title': '数据分析专家',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=1',\n",
       "      'advViewFlag': True,\n",
       "      'refreshTime': '20231013214854',\n",
       "      'salary': '50-83k·16薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': True,\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1961516277.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%2249222119%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '60066a90fa5a252b5f79a49808u.png',\n",
       "      'recruiterName': '缪女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': 'c6c8679181555ca146dccdb8d71c0996',\n",
       "      'chatted': False,\n",
       "      'imId': '78939521ccf412fca8576116ff288909',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '基金/证券/期货',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某知名公司',\n",
       "      'compScale': '1-49人',\n",
       "      'link': ''},\n",
       "     'dataParams': '{\"jobKind\":\"1\",\"userId\":\"c6c8679181555ca146dccdb8d71c0996\",\"jobId\":\"49222119\",\"recruiterPhoto\":\"60066a90fa5a252b5f79a49808u.png\",\"recruiterName\":\"缪女士\",\"imId\":\"78939521ccf412fca8576116ff288909\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['SQL', 'Python', '数据分析'],\n",
       "      'jobKind': '1',\n",
       "      'jobId': '49222119',\n",
       "      'title': 'Data Analyst数据分析师',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=2',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230907105829',\n",
       "      'salary': '25-50k·15薪',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'link': 'https://www.liepin.com/a/49222119.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2262007457%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg',\n",
       "      'recruiterName': '万女士',\n",
       "      'recruiterTitle': '人事主管',\n",
       "      'recruiterId': '97bc7e363485bdaef49813dabc40727e',\n",
       "      'chatted': False,\n",
       "      'imId': 'ed1ef3aca89addab15bfaefec8d20490',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '石化',\n",
       "      'compLogo': '5bfffa8974719da073f0cb1b03u.png',\n",
       "      'compId': 9357724,\n",
       "      'compName': '麦德尔美乐思贸易(上海)有限公司',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/9357724/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"97bc7e363485bdaef49813dabc40727e\",\"jobId\":\"62007457\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\",\"recruiterName\":\"万女士\",\"imId\":\"ed1ef3aca89addab15bfaefec8d20490\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['SQL',\n",
       "       'Power BI',\n",
       "       '数据挖掘',\n",
       "       '数据分析',\n",
       "       '数据可视化',\n",
       "       'Python',\n",
       "       'Tableau'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '62007457',\n",
       "      'title': 'Data Analyst',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=3&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=3',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231007135922',\n",
       "      'salary': '薪资面议',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-宝安区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'link': 'https://www.liepin.com/job/1962007457.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2259167747%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg',\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': '招聘主管',\n",
       "      'recruiterId': '46c6ae4cdb9d5e5646abb931fca0c864',\n",
       "      'chatted': False,\n",
       "      'imId': '42f490c48e53a7f5d5ace13c5b4d45a0',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '计算机软件',\n",
       "      'compStage': 'B轮',\n",
       "      'compLogo': '610cc8e738183467af915b1108u.png',\n",
       "      'compId': 10218025,\n",
       "      'compName': '中电金信',\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/10218025/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"46c6ae4cdb9d5e5646abb931fca0c864\",\"jobId\":\"59167747\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\",\"recruiterName\":\"张女士\",\"imId\":\"42f490c48e53a7f5d5ace13c5b4d45a0\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['Tableau', 'Kettle'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '59167747',\n",
       "      'title': 'Data Analyst',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=4&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=4',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230607190249',\n",
       "      'salary': '15-30k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1959167747.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2262362053%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg',\n",
       "      'recruiterName': '李女士',\n",
       "      'recruiterTitle': 'Recruiter',\n",
       "      'recruiterId': '7ef539fd9c9022a480d681fd7c70fc80',\n",
       "      'chatted': False,\n",
       "      'imId': '83bae35ddc06a034244a5edd3b0c6bf6',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '计算机软件',\n",
       "      'compStage': '美股上市',\n",
       "      'compLogo': '5bfe9a3d74719df0ac99ca8f03a.png',\n",
       "      'compId': 8590893,\n",
       "      'compName': '亿磐',\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/8590893/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"7ef539fd9c9022a480d681fd7c70fc80\",\"jobId\":\"62362053\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\",\"recruiterName\":\"李女士\",\"imId\":\"83bae35ddc06a034244a5edd3b0c6bf6\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['Python', 'SQL', 'Tableau', '数据分析'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '62362053',\n",
       "      'title': 'Data Analyst',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=5&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=5',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231020145630',\n",
       "      'salary': '薪资面议',\n",
       "      'pcOuterLink': '',\n",
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       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"6a71b99d39cfd2905bb1a823aa7d1c79\",\"jobId\":\"58570997\",\"recruiterPhoto\":\"635605db05047f25dd48d87507u.png\",\"recruiterName\":\"黄女士\",\"imId\":\"024521fdba6a99a03cf0acd5c06eb661\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['策略支持', '品牌增长', '数据专项策略输出', '用户购买动作'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '58570997',\n",
       "      'title': '数据分析师（数据BP）',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=33&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=33',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230516095421',\n",
       "      'salary': '15-30k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '学历不限',\n",
       "      'link': 'https://www.liepin.com/job/1958570997.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2261000419%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg',\n",
       "      'recruiterName': '赵女士',\n",
       "      'recruiterTitle': '人力资源经理',\n",
       "      'recruiterId': 'f7f42f168792a20b922feb688574f704',\n",
       "      'chatted': False,\n",
       "      'imId': '8c5609aca9d64418160b5b344d4ef7b6',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '科技金融',\n",
       "      'compLogo': '5bfe911874719d35745ac36a03a.png',\n",
       "      'compId': 9399388,\n",
       "      'compName': '深圳乐信软件技术有限公司',\n",
       "      'compScale': '2000-5000人',\n",
       "      'link': 'https://www.liepin.com/company/9399388/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"f7f42f168792a20b922feb688574f704\",\"jobId\":\"61000419\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\",\"recruiterName\":\"赵女士\",\"imId\":\"8c5609aca9d64418160b5b344d4ef7b6\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['数据挖掘', '数据分析', '大数据领域', '决策树', 'LR'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '61000419',\n",
       "      'title': '高级数据分析师（大数据中心） (MJ002392)',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=34&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=34',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230918172247',\n",
       "      'salary': '25-40k·16薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'link': 'https://www.liepin.com/job/1961000419.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2262089869%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg',\n",
       "      'recruiterName': '朱女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': 'b9cea00180e563e90d4816b90e9ea520',\n",
       "      'chatted': False,\n",
       "      'imId': '69764257b9c195d54f291cecbb89c1d2',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '云计算/大数据',\n",
       "      'compLogo': '601114407712265ad007e35206u.png',\n",
       "      'compId': 9314301,\n",
       "      'compName': '企知道网络技术有限公司',\n",
       "      'compScale': '2000-5000人',\n",
       "      'link': 'https://www.liepin.com/company/9314301/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"b9cea00180e563e90d4816b90e9ea520\",\"jobId\":\"62089869\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\",\"recruiterName\":\"朱女士\",\"imId\":\"69764257b9c195d54f291cecbb89c1d2\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['业务运营数据分析', 'SQL'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '62089869',\n",
       "      'title': 'BI数据分析师',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=35&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=35',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231010101714',\n",
       "      'salary': '20-30k·15薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1962089869.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2259264181%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '624e3ceadba87875df4a27db05u.png',\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': '招聘负责人',\n",
       "      'recruiterId': '9bea76bc30fe2e9010c755e01809276f',\n",
       "      'chatted': False,\n",
       "      'imId': '2e76ce21467bd78ad0c9942d1c305c1a',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '广告/公关/会展',\n",
       "      'compStage': '战略投资',\n",
       "      'compLogo': '64fad0430a6ac65d711c3e1f01u.png',\n",
       "      'compId': 12344309,\n",
       "      'compName': '深圳市亿科数字科技有限公司',\n",
       "      'compScale': '500-999人',\n",
       "      'link': 'https://www.liepin.com/company/12344309/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"9bea76bc30fe2e9010c755e01809276f\",\"jobId\":\"59264181\",\"recruiterPhoto\":\"624e3ceadba87875df4a27db05u.png\",\"recruiterName\":\"张女士\",\"imId\":\"2e76ce21467bd78ad0c9942d1c305c1a\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['巨量云图', '云图数据分析', '京东数坊', '品牌电商'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '59264181',\n",
       "      'title': '云图数据分析师',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=36',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231013101838',\n",
       "      'salary': '15-25k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1959264181.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2261578351%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg',\n",
       "      'recruiterName': '毕女士',\n",
       "      'recruiterTitle': 'TA',\n",
       "      'recruiterId': '7b980a91d9089eb02fb50434584a4b48',\n",
       "      'chatted': False,\n",
       "      'imId': '765ac974b76de0e0a5be1174c03e48f0',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '互联网',\n",
       "      'compStage': '其他',\n",
       "      'compLogo': '5d887b5528021708fa52b44403u.jpg',\n",
       "      'compId': 7863078,\n",
       "      'compName': '字节跳动',\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/7863078/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"7b980a91d9089eb02fb50434584a4b48\",\"jobId\":\"61578351\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\",\"recruiterName\":\"毕女士\",\"imId\":\"765ac974b76de0e0a5be1174c03e48f0\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['SQL', 'Python'],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '61578351',\n",
       "      'title': '国际电商-数据分析师（供应链与物流）',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=37',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20230912161458',\n",
       "      'salary': '30-60k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-南山区',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1961578351.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%2249868651%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '604ec5feea90c77bfac8246406u.jpg',\n",
       "      'recruiterName': '邱女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '1bcec6d78364c82cd1f1746836aeeb38',\n",
       "      'chatted': False,\n",
       "      'imId': 'f0d9d6520b66ef996bc971ec2e264ed1',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '银行',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某大型银行公司',\n",
       "      'compScale': '2000-5000人',\n",
       "      'link': ''},\n",
       "     'dataParams': '{\"jobKind\":\"1\",\"userId\":\"1bcec6d78364c82cd1f1746836aeeb38\",\"jobId\":\"49868651\",\"recruiterPhoto\":\"604ec5feea90c77bfac8246406u.jpg\",\"recruiterName\":\"邱女士\",\"imId\":\"f0d9d6520b66ef996bc971ec2e264ed1\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': ['数据可视化',\n",
       "       '数据分析',\n",
       "       '数据挖掘',\n",
       "       'FineBI',\n",
       "       'BIEE',\n",
       "       'Tableau',\n",
       "       'Hive',\n",
       "       'Python',\n",
       "       'R语言',\n",
       "       'SAS'],\n",
       "      'jobKind': '1',\n",
       "      'jobId': '49868651',\n",
       "      'title': '高级数据分析师',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=38',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231025091437',\n",
       "      'salary': '35-45k·15薪',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳',\n",
       "      'requireWorkYears': '10年以上',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/a/49868651.shtml'}},\n",
       "    {'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2262000675%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'recruiter': {'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg',\n",
       "      'recruiterName': '江女士',\n",
       "      'recruiterTitle': '招聘主管',\n",
       "      'recruiterId': 'ea79110cf6baca08057389de87e0b934',\n",
       "      'chatted': False,\n",
       "      'imId': '7d5e30674a47b1e92982e990dc084411',\n",
       "      'imUserType': '2'},\n",
       "     'comp': {'compIndustry': '文娱用品/器材',\n",
       "      'compLogo': '64df1d36e9e3ea6698ac805201u.png',\n",
       "      'compId': 8948382,\n",
       "      'compName': 'ZURU',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/8948382/'},\n",
       "     'dataParams': '{\"jobKind\":\"2\",\"userId\":\"ea79110cf6baca08057389de87e0b934\",\"jobId\":\"62000675\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\",\"recruiterName\":\"江女士\",\"imId\":\"7d5e30674a47b1e92982e990dc084411\",\"imUserType\":\"2\"}',\n",
       "     'job': {'labels': [],\n",
       "      'jobKind': '2',\n",
       "      'jobId': '62000675',\n",
       "      'title': '销售数据分析师',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=39',\n",
       "      'advViewFlag': False,\n",
       "      'refreshTime': '20231023114417',\n",
       "      'salary': '12-22k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'topJob': False,\n",
       "      'dq': '深圳-罗湖区',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'link': 'https://www.liepin.com/job/1962000675.shtml'}}],\n",
       "   'compList': []},\n",
       "  'pagination': {'currentPage': 0,\n",
       "   'pageSize': 40,\n",
       "   'totalPage': 10,\n",
       "   'totalCounts': 800,\n",
       "   'hasNext': False},\n",
       "  'passThroughData': {'ckId': 'y2jy1uvl2gar8xipyemg77rijoomop78',\n",
       "   'scene': 'condition',\n",
       "   'skId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'fkId': 'y2jy1uvl2gar8xipyemg77rijoomop78',\n",
       "   'sfrom': 'search_job_pc'}}}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "liepin_data = r.json()\n",
    "liepin_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb79eb01",
   "metadata": {},
   "source": [
    "# 3.处理翻页数据"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "383d36ca",
   "metadata": {},
   "source": [
    "* 测试current page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "dcc65792",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'data': {'mainSearchPcConditionForm': {'city': '050090',\n",
       "   'dq': '050090',\n",
       "   'pubTime': '',\n",
       "   'currentPage': '0',\n",
       "   'pageSize': 40,\n",
       "   'key': '数据分析师',\n",
       "   'suggestTag': '',\n",
       "   'workYearCode': None,\n",
       "   'compId': '',\n",
       "   'compName': '',\n",
       "   'compTag': '',\n",
       "   'industry': '',\n",
       "   'salary': '',\n",
       "   'jobKind': '',\n",
       "   'compScale': None,\n",
       "   'compKind': '',\n",
       "   'compStage': '',\n",
       "   'eduLevel': ''},\n",
       "  'passThroughForm': {'scene': 'condition',\n",
       "   'skId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'fkId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'ckId': 'y2jy1uvl2gar8xipyemg77rijoomop78',\n",
       "   'suggest': None}}}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# payload\n",
    "payload = liepindata.request_payload(城市=\"深圳\",关键词=\"数据分析师\",工作经验=\"\",公司规模=\"\",页码=\"2\")\n",
    "payload"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "352a3003",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'data': {'mainSearchPcConditionForm': {'city': '050090',\n",
       "   'dq': '050090',\n",
       "   'pubTime': '',\n",
       "   'currentPage': '0',\n",
       "   'pageSize': 40,\n",
       "   'key': '数据分析师',\n",
       "   'suggestTag': '',\n",
       "   'workYearCode': None,\n",
       "   'compId': '',\n",
       "   'compName': '',\n",
       "   'compTag': '',\n",
       "   'industry': '',\n",
       "   'salary': '',\n",
       "   'jobKind': '',\n",
       "   'compScale': None,\n",
       "   'compKind': '',\n",
       "   'compStage': '',\n",
       "   'eduLevel': ''},\n",
       "  'passThroughForm': {'scene': 'condition',\n",
       "   'skId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'fkId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'ckId': 'y2jy1uvl2gar8xipyemg77rijoomop78',\n",
       "   'suggest': None}}}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 思考：页码的范围如何确定？\n",
    "# Totalpage 决定请求的内容有多少页面\n",
    "# totalpage 至少需要先请求一次才能够确定\n",
    "\n",
    "# payload\n",
    "payload = liepindata.request_payload(城市=\"深圳\",关键词=\"数据分析师\",工作经验=\"\",公司规模=\"\")\n",
    "payload"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5af5ea0b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "from requests_html import HTMLSession\n",
    "\n",
    "session = HTMLSession()\n",
    "r = session.post(\n",
    "            url = 'https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job',\n",
    "            data = json.dumps(payload), # POST请求带的参数\n",
    "            headers = headers    # 模拟真实用户\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "fe0b39a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'jobCardList': [{'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2261929695%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'compLogo': '6243bf031efcd505c613008005u.png',\n",
       "      'compId': 4699274,\n",
       "      'compName': '信达澳亚',\n",
       "      'link': 'https://www.liepin.com/company/4699274/',\n",
       "      'compIndustry': '基金/证券/期货'},\n",
       "     'dataParams': '{\"jobId\":\"61929695\",\"recruiterName\":\"韩女士\",\"imId\":\"2618936fa5f33a0a78f5885b11a76839\",\"imUserType\":\"2\",\"userId\":\"28319a1a792af5e4e10569feacfe7341\",\"jobKind\":\"2\",\"recruiterPhoto\":\"54d1e75e712eb4f6b84c1f4701a.gif\"}',\n",
       "     'job': {'labels': ['数据开发', 'SQL'],\n",
       "      'jobId': '61929695',\n",
       "      'title': '数据工程师',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '硕士',\n",
       "      'dq': '深圳-南山区',\n",
       "      'refreshTime': '20231020153148',\n",
       "      'topJob': True,\n",
       "      'salary': '薪资面议',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1961929695.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=0',\n",
       "      'advViewFlag': True},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'recruiterName': '韩女士',\n",
       "      'recruiterTitle': '人力资源经理',\n",
       "      'imId': '2618936fa5f33a0a78f5885b11a76839',\n",
       "      'imUserType': '2',\n",
       "      'recruiterId': '28319a1a792af5e4e10569feacfe7341',\n",
       "      'recruiterPhoto': '54d1e75e712eb4f6b84c1f4701a.gif'}},\n",
       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2261516277%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compScale': '5000-10000人',\n",
       "      'compLogo': '5c4970d4509919607f6b701f06u.png',\n",
       "      'compId': 1790705,\n",
       "      'compName': 'Michael Page',\n",
       "      'link': 'https://www.liepin.com/company/1790705/',\n",
       "      'compIndustry': '人力资源服务'},\n",
       "     'dataParams': '{\"jobId\":\"61516277\",\"recruiterName\":\"蒋女士\",\"imId\":\"e3f2db277346f4ed6042c177f0a1d2b1\",\"imUserType\":\"2\",\"userId\":\"dca54a7199af1037d60771cfc23c9e55\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5b6910c38e50c3de4baab3e104a.jpg\"}',\n",
       "     'job': {'labels': ['数据分析', '数据收集', '数据采集'],\n",
       "      'jobId': '61516277',\n",
       "      'title': '数据分析专家',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '本科',\n",
       "      'dq': '深圳',\n",
       "      'refreshTime': '20231013214854',\n",
       "      'topJob': True,\n",
       "      'salary': '50-83k·16薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1961516277.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=1',\n",
       "      'advViewFlag': True},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'recruiterName': '蒋女士',\n",
       "      'recruiterTitle': '大客户经理',\n",
       "      'imId': 'e3f2db277346f4ed6042c177f0a1d2b1',\n",
       "      'imUserType': '2',\n",
       "      'recruiterId': 'dca54a7199af1037d60771cfc23c9e55',\n",
       "      'recruiterPhoto': '5b6910c38e50c3de4baab3e104a.jpg'}},\n",
       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2249222119%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22jobKind%22%3A%221%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compScale': '1-49人',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某知名公司',\n",
       "      'link': '',\n",
       "      'compIndustry': '基金/证券/期货'},\n",
       "     'dataParams': '{\"jobId\":\"49222119\",\"recruiterName\":\"缪女士\",\"imId\":\"78939521ccf412fca8576116ff288909\",\"imUserType\":\"2\",\"userId\":\"c6c8679181555ca146dccdb8d71c0996\",\"jobKind\":\"1\",\"recruiterPhoto\":\"60066a90fa5a252b5f79a49808u.png\"}',\n",
       "     'job': {'labels': ['SQL', 'Python', '数据分析'],\n",
       "      'jobId': '49222119',\n",
       "      'title': 'Data Analyst数据分析师',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'dq': '深圳',\n",
       "      'refreshTime': '20230907105829',\n",
       "      'topJob': False,\n",
       "      'salary': '25-50k·15薪',\n",
       "      'jobKind': '1',\n",
       "      'link': 'https://www.liepin.com/a/49222119.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=2',\n",
       "      'advViewFlag': False},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'recruiterName': '缪女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'imId': '78939521ccf412fca8576116ff288909',\n",
       "      'imUserType': '2',\n",
       "      'recruiterId': 'c6c8679181555ca146dccdb8d71c0996',\n",
       "      'recruiterPhoto': '60066a90fa5a252b5f79a49808u.png'}},\n",
       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2262007457%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compScale': '100-499人',\n",
       "      'compLogo': '5bfffa8974719da073f0cb1b03u.png',\n",
       "      'compId': 9357724,\n",
       "      'compName': '麦德尔美乐思贸易(上海)有限公司',\n",
       "      'link': 'https://www.liepin.com/company/9357724/',\n",
       "      'compIndustry': '石化'},\n",
       "     'dataParams': '{\"jobId\":\"62007457\",\"recruiterName\":\"万女士\",\"imId\":\"ed1ef3aca89addab15bfaefec8d20490\",\"imUserType\":\"2\",\"userId\":\"97bc7e363485bdaef49813dabc40727e\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}',\n",
       "     'job': {'labels': ['SQL',\n",
       "       'Power BI',\n",
       "       '数据挖掘',\n",
       "       '数据分析',\n",
       "       '数据可视化',\n",
       "       'Python',\n",
       "       'Tableau'],\n",
       "      'jobId': '62007457',\n",
       "      'title': 'Data Analyst',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'dq': '深圳-宝安区',\n",
       "      'refreshTime': '20231007135922',\n",
       "      'topJob': False,\n",
       "      'salary': '薪资面议',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1962007457.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=3&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=3',\n",
       "      'advViewFlag': False},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'recruiterName': '万女士',\n",
       "      'recruiterTitle': '人事主管',\n",
       "      'imId': 'ed1ef3aca89addab15bfaefec8d20490',\n",
       "      'imUserType': '2',\n",
       "      'recruiterId': '97bc7e363485bdaef49813dabc40727e',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'}},\n",
       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2259167747%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compScale': '10000人以上',\n",
       "      'compStage': 'B轮',\n",
       "      'compLogo': '610cc8e738183467af915b1108u.png',\n",
       "      'compId': 10218025,\n",
       "      'compName': '中电金信',\n",
       "      'link': 'https://www.liepin.com/company/10218025/',\n",
       "      'compIndustry': '计算机软件'},\n",
       "     'dataParams': '{\"jobId\":\"59167747\",\"recruiterName\":\"张女士\",\"imId\":\"42f490c48e53a7f5d5ace13c5b4d45a0\",\"imUserType\":\"2\",\"userId\":\"46c6ae4cdb9d5e5646abb931fca0c864\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}',\n",
       "     'job': {'labels': ['Tableau', 'Kettle'],\n",
       "      'jobId': '59167747',\n",
       "      'title': 'Data Analyst',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'dq': '深圳-南山区',\n",
       "      'refreshTime': '20230607190249',\n",
       "      'topJob': False,\n",
       "      'salary': '15-30k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1959167747.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=4&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=4',\n",
       "      'advViewFlag': False},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': '招聘主管',\n",
       "      'imId': '42f490c48e53a7f5d5ace13c5b4d45a0',\n",
       "      'imUserType': '2',\n",
       "      'recruiterId': '46c6ae4cdb9d5e5646abb931fca0c864',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'}},\n",
       "    {'dataInfo': '%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2262362053%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'comp': {'compScale': '10000人以上',\n",
       "      'compStage': '美股上市',\n",
       "      'compLogo': '5bfe9a3d74719df0ac99ca8f03a.png',\n",
       "      'compId': 8590893,\n",
       "      'compName': '亿磐',\n",
       "      'link': 'https://www.liepin.com/company/8590893/',\n",
       "      'compIndustry': '计算机软件'},\n",
       "     'dataParams': '{\"jobId\":\"62362053\",\"recruiterName\":\"李女士\",\"imId\":\"83bae35ddc06a034244a5edd3b0c6bf6\",\"imUserType\":\"2\",\"userId\":\"7ef539fd9c9022a480d681fd7c70fc80\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}',\n",
       "     'job': {'labels': ['Python', 'SQL', 'Tableau', '数据分析'],\n",
       "      'jobId': '62362053',\n",
       "      'title': 'Data Analyst',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '学历不限',\n",
       "      'dq': '深圳-南山区',\n",
       "      'refreshTime': '20231020145630',\n",
       "      'topJob': False,\n",
       "      'salary': '薪资面议',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1962362053.shtml',\n",
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       "      'recruiterName': '江女士',\n",
       "      'recruiterTitle': '招聘主管',\n",
       "      'imId': '7d5e30674a47b1e92982e990dc084411',\n",
       "      'imUserType': '2',\n",
       "      'recruiterId': 'ea79110cf6baca08057389de87e0b934',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'}}],\n",
       "   'compList': []},\n",
       "  'passThroughData': {'sfrom': 'search_job_pc',\n",
       "   'scene': 'condition',\n",
       "   'skId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'fkId': 'y2jy1uvl2gar8xipyemg77rijoomop78',\n",
       "   'ckId': 'y2jy1uvl2gar8xipyemg77rijoomop78'},\n",
       "  'pagination': {'totalCounts': 800,\n",
       "   'currentPage': 0,\n",
       "   'totalPage': 10,\n",
       "   'pageSize': 40,\n",
       "   'hasNext': False}}}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = r.json()\n",
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "bc61cd3a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "totalPage = result ['data']['pagination']['totalPage']\n",
    "totalPage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d397fcdd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "这是第1页，接下来请先等待9秒...然后继续抓取\n",
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%2258727339%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'recruiter': {'recruiterPhoto': '64edb1871913aa27489a503a05u.png', 'recruiterName': '王女士', 'recruiterTitle': 'HR', 'recruiterId': 'ccdad52c2bbc660a07efab5c7119dcac', 'chatted': False, 'imId': 'f2bc966edf87465727604c803496f761', 'imUserType': '2'}, 'comp': {'compIndustry': '电子/半导体/集成电路', 'compStage': 'A轮', 'compLogo': '62f463c85732892a6615046607u.png', 'compId': 13146105, 'compName': '联和存储科技(江苏)有限公司', 'compScale': '50-99人', 'link': 'https://www.liepin.com/company/13146105/'}, 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'passThroughData': {'ckId': 'y2jy1uvl2gar8xipyemg77rijoomop78', 'scene': 'condition', 'skId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb', 'fkId': 'y2jy1uvl2gar8xipyemg77rijoomop78', 'sfrom': 'search_job_pc'}}}\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "import random\n",
    "# 翻页请求\n",
    "for i in range(totalPage):\n",
    "    wait_time = random.randint(3,10)\n",
    "    # 1.翻页请求的准备工作\n",
    "    payload = liepindata.request_payload(城市=\"深圳\",关键词=\"产品经理\",工作经验=\"\",公司规模=\"\",页码=str(i))\n",
    "#     print(payload)\n",
    "    # 2.发起请求\n",
    "    r = session.post(\n",
    "            url = 'https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job',\n",
    "            data = json.dumps(payload), # POST请求带的参数\n",
    "            headers = headers    # 模拟真实用户\n",
    "    )\n",
    "    print(\"这是第%s页，接下来请先等待%s秒...然后继续抓取\"%(i+1,wait_time))\n",
    "    print(r.json())\n",
    "    # 3.分批次发起等待时间\n",
    "    \n",
    "    time.sleep(wait_time)\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "691fc33e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n",
      "8\n",
      "9\n"
     ]
    }
   ],
   "source": [
    "for i in range(totalPage):\n",
    "    print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a3fb01de",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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